{"id":32139,"date":"2018-11-13T14:31:21","date_gmt":"2018-11-13T19:31:21","guid":{"rendered":"https:\/\/digital.hbs.edu\/platform-rctom\/submission\/darktrace-can-artificial-intelligence-lead-the-fight-against-cyber-crime\/"},"modified":"2018-11-13T14:31:21","modified_gmt":"2018-11-13T19:31:21","slug":"darktrace-can-artificial-intelligence-lead-the-fight-against-cyber-crime","status":"publish","type":"hck-submission","link":"https:\/\/d3.harvard.edu\/platform-rctom\/submission\/darktrace-can-artificial-intelligence-lead-the-fight-against-cyber-crime\/","title":{"rendered":"Darktrace: Can Artificial Intelligence lead the fight against Cyber Crime?"},"content":{"rendered":"<p style=\"text-align: center\"><strong>Rapidly increasing frequency of cyber crime<\/strong><\/p>\n<p style=\"text-align: left\">In 2017, more than 4000 daily ransomware attacks were recorded in the United States, up from a daily average of 1000 in 2015. According to a survey of 254 companies in 7 countries, an increase in the number of cyber security breaches in 2017 led to an average cost for companies of $11.7 million, an increase of 22.7% from the prior year [1]. Global damages from cyber crime were estimated to total $5 billion in 2017 and expected to rise to $6 trillion by 2021 [2]. Increasing the speed at which a cyber security threat can be identified and contained is expected to significantly reduce the associated costs [1].<\/p>\n<p><a href=\"https:\/\/d3.harvard.edu\/platform-rctom\/wp-content\/uploads\/sites\/4\/2018\/11\/http_2F2Fcom.ft_.imagepublish.prod_.s3.amazonaws.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32164\" src=\"https:\/\/d3.harvard.edu\/platform-rctom\/wp-content\/uploads\/sites\/4\/2018\/11\/http_2F2Fcom.ft_.imagepublish.prod_.s3.amazonaws.png\" alt=\"\" width=\"700\" height=\"492\" srcset=\"https:\/\/d3.harvard.edu\/platform-rctom\/wp-content\/uploads\/sites\/4\/2018\/11\/http_2F2Fcom.ft_.imagepublish.prod_.s3.amazonaws.png 700w, https:\/\/d3.harvard.edu\/platform-rctom\/wp-content\/uploads\/sites\/4\/2018\/11\/http_2F2Fcom.ft_.imagepublish.prod_.s3.amazonaws-300x211.png 300w, https:\/\/d3.harvard.edu\/platform-rctom\/wp-content\/uploads\/sites\/4\/2018\/11\/http_2F2Fcom.ft_.imagepublish.prod_.s3.amazonaws-600x422.png 600w\" sizes=\"auto, (max-width: 700px) 100vw, 700px\" \/><\/a><\/p>\n<p style=\"text-align: center\"><em>Exhibit 1: The Cost of a Data Breach (Source: <a href=\"https:\/\/www.ft.com\/content\/56dae748-af79-11e7-8076-0a4bdda92ca2\">https:\/\/www.ft.com\/content\/56dae748-af79-11e7-8076-0a4bdda92ca2<\/a>)\u00a0<\/em><\/p>\n<p style=\"text-align: center\"><strong>Darktrace and the Fight Against Cyber Crime<\/strong><\/p>\n<p><strong><em>Enterprise Immune System at Darktrace: <\/em><\/strong>The increase in cyber crime has led to an increase in cyber defense strategies, including the use of Artificial Intelligence (AI) to create a rapid response to threats. Founded in 2013 by mathematicians at the University of Cambridge and currently owned by investors including KKR, Summit Partners and Samsung Ventures, cyber security company Darktrace\u2019s <em>Enterprise Immune System\u00a0<\/em>uses advanced machine learning technology and AI algorithms to detect cyber security threats in real time, so that threats can be removed even before the occurrence of a breach.<\/p>\n<p>Instead of relying on historical data for predicting future threats, the\u00a0<em>Enterprise Immune System <\/em>emulates the human immune system by iteratively adapting to new cyber threats. The technology \u201clearns a unique \u2018pattern of life\u2019 (\u2018self\u2019) for every device and user on a network and correlates these insights in order to spot emerging threats that would otherwise go unnoticed\u201d [2]. The technology does not need prior knowledge of a threat to categorize it as a potential risk.<\/p>\n<p>Darktrace provides services to clients across a variety of industry verticals (financial services, manufacturing and supply, energy and utilities, government and defense, healthcare and pharma, education, legal and HR, transportation, retail and e-commerce, media and entertainment, technology and telecoms, and non-profit) and is valued at $1.65 billion as of October 2018 [5]. Clients in the UK include the National Health Service, Gatwick Airport and Drax [5].<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/d3.harvard.edu\/platform-rctom\/wp-content\/uploads\/sites\/4\/2018\/11\/dt-valuation.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-32187\" src=\"https:\/\/d3.harvard.edu\/platform-rctom\/wp-content\/uploads\/sites\/4\/2018\/11\/dt-valuation.png\" alt=\"\" width=\"700\" height=\"385\" srcset=\"https:\/\/d3.harvard.edu\/platform-rctom\/wp-content\/uploads\/sites\/4\/2018\/11\/dt-valuation.png 700w, https:\/\/d3.harvard.edu\/platform-rctom\/wp-content\/uploads\/sites\/4\/2018\/11\/dt-valuation-300x165.png 300w, https:\/\/d3.harvard.edu\/platform-rctom\/wp-content\/uploads\/sites\/4\/2018\/11\/dt-valuation-600x330.png 600w\" sizes=\"auto, (max-width: 700px) 100vw, 700px\" \/><\/a><em>Exhibit 2: The rise and rise of Darktrace (Source: <a href=\"https:\/\/www.ft.com\/content\/2fa5bade-cb09-11e8-9fe5-24ad351828ab\">https:\/\/www.ft.com\/content\/2fa5bade-cb09-11e8-9fe5-24ad351828ab<\/a>)<\/em><\/p>\n<p>In order to continue to play a crucial role in the fight against cyber crime, Darktrace has created new products that have a wide range of applications. For example, Darktrace Industrial was launched to provide real time cyber threat detection for both operational technology (OT) and informational technology (IT) environments. Similarly, Darktrace Cloud and Darktrace SaaS were launched to extend the use of AI for cyber security to the cloud and SaaS application spaces respectively and are compatible with all leading cloud providers and SaaS applications.<\/p>\n<p>Darktrace has remained relevant by creating new products that prepare its clients well to respond against cyber crime. For example, Darktrace Antigena was launched in 2017 (with a version 2 launched in September 2018) to tackle in-progress threats and instantly detected and interrupted the \u201cWannaCry\u201d attack. WannaCry was a global cyber attack that affected 150 countries in May 2017 [6] [7].<\/p>\n<p style=\"text-align: center\"><strong>The Path Forward<\/strong><\/p>\n<p><strong><em>False Positives and Increased Competition: <\/em><\/strong>Despite booming valuations, cyber security researchers have criticized Darktrace for being expensive, for generating excess noise from false positives (i.e., incorrectly suggesting that a threat is present where it might not be), and for being difficult to understand and implement in companies with smaller IT departments [5]. Additionally, recent increases in the number of breaches have led to the creation of several cyber security AI businesses that are creating technologies that may be incompatible with one another. Darktrace can help mitigate some of these problems by creating open-source software and iteratively tweaking its products to eliminate noise from false positives [5].<\/p>\n<p><strong><em>\u00a0<\/em><\/strong><strong><em>Risk of a Cyber Arms Race: <\/em><\/strong>According to Nicole Eagan, CEO of Darktrace, the availability of Artificial Intelligence to hackers leads to the possibility of an \u201call-out arms race\u201d, a battle of \u201cmathematical algorithms against mathematical algorithms\u201d [4]. Although the current number of attacks that use AI is small, the number could increase significantly as hackers build up technical expertise. Should regulatory bodies actively work to create policy mechanisms that limit the potential misuse of Artificial Intelligence in cyber-space?<\/p>\n<p>Wordcount: 713 words<\/p>\n<p>[1] Hannah Kuchler, \u201cCost of cyber crime rises rapidly as attacks increase\u201d, <em>Financial Times, <\/em>November 8, 2017,\u00a0<a href=\"https:\/\/www.ft.com\/content\/56dae748-af79-11e7-8076-0a4bdda92ca2\">https:\/\/www.ft.com\/content\/56dae748-af79-11e7-8076-0a4bdda92ca2<\/a><\/p>\n<p>[2] D Pienta, J Thatcher, H Sun, J George, \u201cInformation Systems Betrayal: When Cybersecurity Systems Shift from Agents of Protection to Agents of Harm\u201d, <em>Information Systems, <\/em>April 16, 2018,\u00a0<a href=\"https:\/\/aisel.aisnet.org\/pacis2018\/175\/\">https:\/\/aisel.aisnet.org\/pacis2018\/175\/<\/a><\/p>\n<p>[3] \u201cThe Enterprise Immune System\u201d, on Darktrace website, retrieved November 11, 2018,\u00a0<a href=\"https:\/\/www.darktrace.com\/en\/technology\/\">https:\/\/www.darktrace.com\/en\/technology\/<\/a><\/p>\n<p>[4] H Vieira, \u201cNicole Eagan:\u201dCybersecurity is very fast becoming an all-out arms race\u201d\u201d, <em>LSE Business Review, <\/em>May 13, 2017,\u00a0<a href=\"http:\/\/blogs.lse.ac.uk\/businessreview\/2017\/05\/13\/nicole-eagan-cybersecurity-is-very-fast-becoming-an-all-out-arms-race\/\">http:\/\/blogs.lse.ac.uk\/businessreview\/2017\/05\/13\/nicole-eagan-cybersecurity-is-very-fast-becoming-an-all-out-arms-race\/<\/a><\/p>\n<p>[5] Aliya Ram, \u201cInside Darktrace, the UK\u2019s $1.65bn cyber security start-up\u201d, <em>Financial Times, <\/em>October 10, 2018,\u00a0<a href=\"https:\/\/www.ft.com\/content\/2fa5bade-cb09-11e8-9fe5-24ad351828ab\">https:\/\/www.ft.com\/content\/2fa5bade-cb09-11e8-9fe5-24ad351828ab<\/a><\/p>\n<p>[6] Maija Palmer, \u201cCyber security: Darktrace\u2019s AI system acts fast against attacks on networks\u201d, <em>Financial Times, <\/em>April 20, 2018,\u00a0<a href=\"https:\/\/www.ft.com\/content\/f80a931e-39d7-11e8-8eee-e06bde01c544\">https:\/\/www.ft.com\/content\/f80a931e-39d7-11e8-8eee-e06bde01c544<\/a><\/p>\n<p>[7] Andrew Tsonchev, \u201cWannaCry: Darktrace\u2019s response to the global ransomware campaign\u201d, <em>Darktrace <\/em>Blog, May 17, 2017,\u00a0<a href=\"https:\/\/www.darktrace.com\/en\/blog\/wanna-cry-darktraces-response-to-the-global-ransomware-campaign\/\">https:\/\/www.darktrace.com\/en\/blog\/wanna-cry-darktraces-response-to-the-global-ransomware-campaign\/<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Rapidly increasing frequency of cyber crime In 2017, more than 4000 daily ransomware attacks were recorded in the United States, up from a daily average of 1000 in 2015. According to a survey of 254 companies in 7 countries, an [&hellip;]<\/p>\n","protected":false},"author":11370,"featured_media":32140,"comment_status":"open","ping_status":"closed","template":"","categories":[4365,2455,845,346],"class_list":["post-32139","hck-submission","type-hck-submission","status-publish","has-post-thumbnail","hentry","category-artifical-intelligence","category-cybercime","category-cybersecurity","category-machine-learning","hck-taxonomy-organization-darktrace","hck-taxonomy-industry-technology","hck-taxonomy-country-united-states"],"connected_submission_link":"https:\/\/d3.harvard.edu\/platform-rctom\/assignment\/rc-tom-challenge-2018\/","yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Darktrace: Can Artificial Intelligence lead the fight against Cyber Crime? - Technology and Operations Management<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/d3.harvard.edu\/platform-rctom\/submission\/darktrace-can-artificial-intelligence-lead-the-fight-against-cyber-crime\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Darktrace: Can Artificial Intelligence lead the fight against Cyber Crime? - Technology and Operations Management\" \/>\n<meta property=\"og:description\" content=\"Rapidly increasing frequency of cyber crime In 2017, more than 4000 daily ransomware attacks were recorded in the United States, up from a daily average of 1000 in 2015. 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